{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "C18FA533327A44338DAD339ECCCAEB82",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('Changan.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B1D13C40AAEA45B28171BC83B40D4DDB",
    "mdEditEnable": false
   },
   "source": [
    "### 1. 数据清洗\n",
    "- 挑选需要的字段：\n",
    "- 数据类型转换"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4526AEC4BA714C0A8E21F5926C88AC19"
   },
   "source": [
    "#### 1.1 挑选字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "57852084FD1347E395FC72437CF1F9B5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['_id', 'content', 'createTime', 'downCount', 'id', 'parentCommentId',\n",
       "       'picList', 'replyCount', 'upCount', 'user.avatarLarge',\n",
       "       'user.avatarMiddle', 'user.avatarSmall', 'user.userCode', 'user.userId',\n",
       "       'user.userLevel', 'user.userName', 'user.vipInfo.icon',\n",
       "       'user.vipInfo.mmid', 'user.vipInfo.name', 'user.vipInfo.state',\n",
       "       'user.vipInfo.vipGrade', 'userId', 'userIsLiked', 'episode'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "D710A80F28BB4D34A7F9102734690773"
   },
   "outputs": [],
   "source": [
    "col_keep = ['id', 'userId', 'content', 'upCount', 'downCount', 'replyCount', 'createTime',\n",
    "           'user.userName', 'user.userLevel', 'user.userCode', 'user.vipInfo.mmid',\n",
    "           'user.vipInfo.name', 'user.vipInfo.vipGrade', 'episode']\n",
    "data = data[col_keep]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "84C10DB090E848E487A1D1E74BEDAF1C"
   },
   "source": [
    "#### 1.2 数据类型转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "6F303D7BCBDF43458601F021C2906728"
   },
   "outputs": [
    {
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       "      <th>id</th>\n",
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       "      <th>downCount</th>\n",
       "      <th>replyCount</th>\n",
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       "      <th>user.vipInfo.name</th>\n",
       "      <th>user.vipInfo.vipGrade</th>\n",
       "      <th>episode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9131</th>\n",
       "      <td>1000008736735</td>\n",
       "      <td>1363337817</td>\n",
       "      <td>我都不知道唉</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1561645476802</td>\n",
       "      <td>大子233</td>\n",
       "      <td>95</td>\n",
       "      <td>UNTQ1MzM1MTI2OA==</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3477</th>\n",
       "      <td>1000009790661</td>\n",
       "      <td>1202283170</td>\n",
       "      <td>抖音来的</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1561813658990</td>\n",
       "      <td>杨杨晓晓青青</td>\n",
       "      <td>16</td>\n",
       "      <td>UNDgwOTEzMjY4MA==</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>1000011523394</td>\n",
       "      <td>1248480610</td>\n",
       "      <td>为千玺而來，也被雷佳音圈粉</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1562259859777</td>\n",
       "      <td>罗瑟琳君8_8</td>\n",
       "      <td>20</td>\n",
       "      <td>UNDk5MzkyMjQ0MA==</td>\n",
       "      <td>100002.0</td>\n",
       "      <td>优酷土豆黄金会员</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1000011679610</td>\n",
       "      <td>1238857232</td>\n",
       "      <td>我暂停了电视，我只想说一句为什么好多人说此剧不好看呢？我想问问你们走心了吗？用心看了吗？我也...</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1562310881162</td>\n",
       "      <td>OwO迪基i</td>\n",
       "      <td>100</td>\n",
       "      <td>UNDk1NTQyODkyOA==</td>\n",
       "      <td>100002.0</td>\n",
       "      <td>优酷土豆黄金会员</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1000010387818</td>\n",
       "      <td>1176689253</td>\n",
       "      <td>好[真棒]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1561949320207</td>\n",
       "      <td>高浮尘</td>\n",
       "      <td>28</td>\n",
       "      <td>UNDcwNjc1NzAxMg==</td>\n",
       "      <td>100002.0</td>\n",
       "      <td>优酷土豆黄金会员</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                 id      userId  \\\n",
       "9131  1000008736735  1363337817   \n",
       "3477  1000009790661  1202283170   \n",
       "929   1000011523394  1248480610   \n",
       "56    1000011679610  1238857232   \n",
       "694   1000010387818  1176689253   \n",
       "\n",
       "                                                content  upCount  downCount  \\\n",
       "9131                                             我都不知道唉        0          0   \n",
       "3477                                               抖音来的        0          0   \n",
       "929                                       为千玺而來，也被雷佳音圈粉        3          0   \n",
       "56    我暂停了电视，我只想说一句为什么好多人说此剧不好看呢？我想问问你们走心了吗？用心看了吗？我也...       31          0   \n",
       "694                                               好[真棒]        0          0   \n",
       "\n",
       "      replyCount     createTime user.userName  user.userLevel  \\\n",
       "9131           1  1561645476802         大子233              95   \n",
       "3477           0  1561813658990        杨杨晓晓青青              16   \n",
       "929            1  1562259859777       罗瑟琳君8_8              20   \n",
       "56             1  1562310881162        OwO迪基i             100   \n",
       "694            0  1561949320207           高浮尘              28   \n",
       "\n",
       "          user.userCode  user.vipInfo.mmid user.vipInfo.name  \\\n",
       "9131  UNTQ1MzM1MTI2OA==                NaN               NaN   \n",
       "3477  UNDgwOTEzMjY4MA==                NaN               NaN   \n",
       "929   UNDk5MzkyMjQ0MA==           100002.0          优酷土豆黄金会员   \n",
       "56    UNDk1NTQyODkyOA==           100002.0          优酷土豆黄金会员   \n",
       "694   UNDcwNjc1NzAxMg==           100002.0          优酷土豆黄金会员   \n",
       "\n",
       "      user.vipInfo.vipGrade episode  \n",
       "9131                    NaN       1  \n",
       "3477                    NaN       1  \n",
       "929                     2.0      16  \n",
       "56                      4.0       4  \n",
       "694                     5.0       2  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "971F689FEDDD43EA89A12775C4B36401"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 32903 entries, 0 to 1355\n",
      "Data columns (total 14 columns):\n",
      "id                       32903 non-null int64\n",
      "userId                   32903 non-null int64\n",
      "content                  32903 non-null object\n",
      "upCount                  32903 non-null int64\n",
      "downCount                32903 non-null int64\n",
      "replyCount               32903 non-null int64\n",
      "createTime               32903 non-null int64\n",
      "user.userName            32903 non-null object\n",
      "user.userLevel           32903 non-null int64\n",
      "user.userCode            32903 non-null object\n",
      "user.vipInfo.mmid        21701 non-null float64\n",
      "user.vipInfo.name        21701 non-null object\n",
      "user.vipInfo.vipGrade    21701 non-null float64\n",
      "episode                  32903 non-null object\n",
      "dtypes: float64(2), int64(7), object(5)\n",
      "memory usage: 3.8+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "CAD1749032E9402DA77588E332E9B275"
   },
   "outputs": [],
   "source": [
    "# createTime字段\n",
    "data['bj_time'] = pd.to_datetime(data['createTime'].values, unit='ms', utc=True).tz_convert('Asia/Shanghai')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "C632AA62684A4A45AF2CC467358A5D65"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "data['emoji'] = data['content'].str.extract(\"\\[(.*?)\\]\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C29802695DA545378C703D413233B3A0",
    "mdEditEnable": false
   },
   "source": [
    "### 2. 问题\n",
    "- 该剧总体评价如何？\n",
    "- 该剧有何亮眼之处？\n",
    "- 为什么有些观众不喜欢这部剧（台词、叙事、细节）？\n",
    "- 大家对于雷佳音和易烊千玺在戏中的评价如何？\n",
    "- 口碑是从什么时候变差的？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "DFE20C8C7A4E4879947F41B023DA71C9",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32903 entries, 0 to 32902\n",
      "Data columns (total 18 columns):\n",
      "id                       32903 non-null int64\n",
      "userId                   32903 non-null int64\n",
      "content                  32903 non-null object\n",
      "upCount                  32903 non-null int64\n",
      "downCount                32903 non-null int64\n",
      "replyCount               32903 non-null int64\n",
      "createTime               32903 non-null int64\n",
      "user.userName            32903 non-null object\n",
      "user.userLevel           32903 non-null int64\n",
      "user.userCode            32903 non-null object\n",
      "user.vipInfo.mmid        21701 non-null float64\n",
      "user.vipInfo.name        21701 non-null object\n",
      "user.vipInfo.vipGrade    21701 non-null float64\n",
      "episode                  32903 non-null int64\n",
      "bj_time                  32903 non-null object\n",
      "emoji                    4282 non-null object\n",
      "sentiment                32903 non-null float64\n",
      "bd_sent                  32840 non-null float64\n",
      "dtypes: float64(4), int64(8), object(6)\n",
      "memory usage: 4.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "670B6F00341346D18AEB77C466BF46D0",
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>32737</th>\n",
       "      <td>1000011857457</td>\n",
       "      <td>1125381111</td>\n",
       "      <td>明年能看完？</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1562251504592</td>\n",
       "      <td>无名男神123</td>\n",
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       "      <td>0.953433</td>\n",
       "      <td>0.465506</td>\n",
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       "    <tr>\n",
       "      <th>16663</th>\n",
       "      <td>1000008717126</td>\n",
       "      <td>1217419314</td>\n",
       "      <td>期待期待</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1561638030951</td>\n",
       "      <td>只为鹤</td>\n",
       "      <td>8</td>\n",
       "      <td>UNDg2OTY3NzI1Ng==</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2019-06-27 20:20:30.951000+08:00</td>\n",
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       "      <td>0.815406</td>\n",
       "      <td>0.732587</td>\n",
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       "      <th>12826</th>\n",
       "      <td>1000008726542</td>\n",
       "      <td>1348457965</td>\n",
       "      <td>终于等到你，我的演员大佬！</td>\n",
       "      <td>0</td>\n",
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       "      <td>1561639831794</td>\n",
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       "      <td>100002.0</td>\n",
       "      <td>优酷土豆黄金会员</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-06-27 20:50:31.794000+08:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.985300</td>\n",
       "      <td>0.581345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26575</th>\n",
       "      <td>1000009679773</td>\n",
       "      <td>455442546</td>\n",
       "      <td>第八集，有闻染读成染闻</td>\n",
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       "      <td>1561798202156</td>\n",
       "      <td>吚吷</td>\n",
       "      <td>66</td>\n",
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       "      <td>100002.0</td>\n",
       "      <td>优酷土豆黄金会员</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8</td>\n",
       "      <td>2019-06-29 16:50:02.156000+08:00</td>\n",
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       "      <td>0.377323</td>\n",
       "      <td>0.555884</td>\n",
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       "      <th>1854</th>\n",
       "      <td>1000010774716</td>\n",
       "      <td>373716399</td>\n",
       "      <td>剧情不怎么样</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1562040939381</td>\n",
       "      <td>后来时间都与我</td>\n",
       "      <td>15</td>\n",
       "      <td>UMTQ5NDg2NTU5Ng==</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-07-02 12:15:39.381000+08:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.474806</td>\n",
       "      <td>0.147864</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                  id      userId        content  upCount  downCount  \\\n",
       "32737  1000011857457  1125381111         明年能看完？        0          0   \n",
       "16663  1000008717126  1217419314           期待期待        0          0   \n",
       "12826  1000008726542  1348457965  终于等到你，我的演员大佬！        0          0   \n",
       "26575  1000009679773   455442546    第八集，有闻染读成染闻        0          0   \n",
       "1854   1000010774716   373716399         剧情不怎么样        3          1   \n",
       "\n",
       "       replyCount     createTime user.userName  user.userLevel  \\\n",
       "32737           1  1562251504592       无名男神123              39   \n",
       "16663           0  1561638030951           只为鹤               8   \n",
       "12826           1  1561639831794       陈倩58805               7   \n",
       "26575           1  1561798202156            吚吷              66   \n",
       "1854            0  1562040939381       后来时间都与我              15   \n",
       "\n",
       "           user.userCode  user.vipInfo.mmid user.vipInfo.name  \\\n",
       "32737  UNDUwMTUyNDQ0NA==           100002.0          优酷土豆黄金会员   \n",
       "16663  UNDg2OTY3NzI1Ng==                NaN               NaN   \n",
       "12826  UNTM5MzgzMTg2MA==           100002.0          优酷土豆黄金会员   \n",
       "26575  UMTgyMTc3MDE4NA==           100002.0          优酷土豆黄金会员   \n",
       "1854   UMTQ5NDg2NTU5Ng==                NaN               NaN   \n",
       "\n",
       "       user.vipInfo.vipGrade  episode                           bj_time emoji  \\\n",
       "32737                    6.0       16  2019-07-04 22:45:04.592000+08:00   NaN   \n",
       "16663                    NaN        1  2019-06-27 20:20:30.951000+08:00   NaN   \n",
       "12826                    2.0        1  2019-06-27 20:50:31.794000+08:00   NaN   \n",
       "26575                    6.0        8  2019-06-29 16:50:02.156000+08:00   NaN   \n",
       "1854                     NaN        1  2019-07-02 12:15:39.381000+08:00   NaN   \n",
       "\n",
       "       sentiment   bd_sent  \n",
       "32737   0.953433  0.465506  \n",
       "16663   0.815406  0.732587  \n",
       "12826   0.985300  0.581345  \n",
       "26575   0.377323  0.555884  \n",
       "1854    0.474806  0.147864  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A17C7337EFA5414AB80387E7C120CC5B"
   },
   "source": [
    "#### 2.1 该剧总体评价如何？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "BA28F3BB9116447582243B000164EAD1"
   },
   "outputs": [],
   "source": [
    "from aip import AipNlp\n",
    "\n",
    "\n",
    "APP_ID = ''\n",
    "API_KEY = ''\n",
    "SECRET_KEY = ''\n",
    "\n",
    "client = AipNlp(APP_ID, API_KEY, SECRET_KEY)\n",
    "\n",
    "\n",
    "def get_sent_baidu(data):\n",
    "    return_data = client.sentimentClassify(data)\n",
    "    items = return_data.get('items')  \n",
    "    if items:\n",
    "        return items[0]['positive_prob']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "id": "03CD616CEFEE42FF894610FF20BDACDD"
   },
   "outputs": [],
   "source": [
    "data['bd_sent'] = data['content'].apply(get_sent_baidu)\n",
    "data.to_csv('/Users/apple/Desktop/Changan.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "3C8AC2E0907F4DC7AE5A33321AC4E307",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ffae3c227f0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"https://cdn.kesci.com/rt_upload/3C8AC2E0907F4DC7AE5A33321AC4E307/puhaugs2fq.png\">"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data.loc[data['bd_sent']>0, 'bd_sent'], kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "C154F81A9A944DA38D5F74E7DE902641",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5709787899768576"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['bd_sent'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "BE3D8622C83A41A380A67C06D41E8732",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5965854987422653"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[(data['bd_sent']<0.4)|(data['bd_sent']>0.6), 'bd_sent'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "8DCA250298F841B48136DA1BCC17F630",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:lml.utils:failed to import pyecharts_snapshot\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/conda/lib/python3.6/site-packages/lml/utils.py\", line 43, in do_import\n",
      "    plugin_module = __import__(plugin_module_name)\n",
      "ModuleNotFoundError: No module named 'pyecharts_snapshot'\n"
     ]
    }
   ],
   "source": [
    "from pyecharts import Bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "F3B2C8D9F94C42E68C83221216DB5035",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"a6bc813344e4433899143a0d9625b42e\" style=\"width:500px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_a6bc813344e4433899143a0d9625b42e = echarts.init(document.getElementById('a6bc813344e4433899143a0d9625b42e'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_a6bc813344e4433899143a0d9625b42e = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u300a\\u957f\\u5b89\\u5341\\u4e8c\\u65f6\\u8fb0\\u300b\\u5404\\u5927\\u5e73\\u53f0\\u8bc4\\u5206\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 6123139,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                8.8,\n",
       "                8.6,\n",
       "                8.5,\n",
       "                8.4\n",
       "            ],\n",
       "            \"stack\": \"stack_6123139\",\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 6123139\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u4f18\\u9177\",\n",
       "                \"\\u8c46\\u74e3\",\n",
       "                \"IMDB\",\n",
       "                \"\\u65f6\\u5149\\u7f51\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_a6bc813344e4433899143a0d9625b42e.setOption(option_a6bc813344e4433899143a0d9625b42e);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7ffae2f97b00>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"《长安十二时辰》各大平台评分\", width = 500,height=500)\n",
    "bar.add(\"\", ['优酷','豆瓣','IMDB','时光网'], [8.8, 8.6, 8.5, 8.4], is_stack=True,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "id": "D83BA9E4A3844A2BA21C7BC109368B5A",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "emoji = data['emoji'].value_counts()[:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "id": "96079378AE5848828AE7B528474F86BE",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"3cf64e9d900144f6b9e9776e0e1fba5b\" style=\"width:1200px;height:600px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_3cf64e9d900144f6b9e9776e0e1fba5b = echarts.init(document.getElementById('3cf64e9d900144f6b9e9776e0e1fba5b'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_3cf64e9d900144f6b9e9776e0e1fba5b = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u6781\\u5750\\u6807\\u7cfb-\\u5806\\u53e0\\u67f1\\u72b6\\u56fe\\u793a\\u4f8b\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5873688,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"coordinateSystem\": \"polar\",\n",
       "            \"stack\": \"stack\",\n",
       "            \"data\": [\n",
       "                456.0,\n",
       "                385.0,\n",
       "                339.0,\n",
       "                331.0,\n",
       "                322.0,\n",
       "                283.0,\n",
       "                227.0,\n",
       "                222.0,\n",
       "                172.0,\n",
       "                169.0,\n",
       "                167.0,\n",
       "                163.0,\n",
       "                91.0,\n",
       "                84.0,\n",
       "                83.0\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"radiusAxis\": {\n",
       "        \"show\": true\n",
       "    },\n",
       "    \"angleAxis\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"category\",\n",
       "        \"data\": [\n",
       "            \"\\u82b1\\u5fc3\",\n",
       "            \"\\u54c8\\u54c8\",\n",
       "            \"\\u52c9\\u5f3a\",\n",
       "            \"\\u6cea\",\n",
       "            \"\\u5475\\u5475\",\n",
       "            \"\\u5410\\u820c\",\n",
       "            \"\\u771f\\u68d2\",\n",
       "            \"\\u7231\\u5fc3\",\n",
       "            \"\\u592a\\u5f00\\u5fc3\",\n",
       "            \"\\u5f00\\u5fc3\",\n",
       "            \"\\u5927\\u62c7\\u6307\",\n",
       "            \"\\u60ca\\u54ed\",\n",
       "            \"\\u8d5e\",\n",
       "            \"\\u9177\",\n",
       "            \"\\u7591\\u95ee\"\n",
       "        ],\n",
       "        \"clockwise\": true,\n",
       "        \"startAngle\": 90,\n",
       "        \"boundaryGap\": true,\n",
       "        \"splitLine\": {\n",
       "            \"show\": true,\n",
       "            \"lineStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        \"axisLine\": {\n",
       "            \"show\": true,\n",
       "            \"lineStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        \"axisLabel\": {\n",
       "            \"interval\": 0\n",
       "        },\n",
       "        \"z\": 50\n",
       "    },\n",
       "    \"polar\": {},\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_3cf64e9d900144f6b9e9776e0e1fba5b.setOption(option_3cf64e9d900144f6b9e9776e0e1fba5b);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.polar.Polar at 0x7ffae31b4b00>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Polar\n",
    "\n",
    "\n",
    "polar = Polar(\" \", width=1200, height=600)\n",
    "polar.add(\n",
    "    \"\",\n",
    "    emoji.values,\n",
    "    angle_data=emoji.index,\n",
    "    type=\"barAngle\",\n",
    "    is_stack=True,\n",
    ")\n",
    "\n",
    "polar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AF9F46F61CF941D2800F371D89BA484F",
    "mdEditEnable": false
   },
   "source": [
    "#### 2.2 该剧有何亮眼之处？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "id": "D1BDA031AAA3436E84DCD506655E9A31"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>bd_sent</th>\n",
       "      <th>upCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6629</th>\n",
       "      <td>真的太感谢官方了，还没有官宣就放了，给了千纸鹤一个大大的福利啊，6.27的小北没有，但是给了...</td>\n",
       "      <td>0.802730</td>\n",
       "      <td>7353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>关于唐代的治安：\\n    靖安司是虚构的机构，唐代长安的治安机构按照保卫地点的不同有不同的...</td>\n",
       "      <td>0.957280</td>\n",
       "      <td>4953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12892</th>\n",
       "      <td>虽然没有宣传但是也没关系，酒香不怕巷子深，好的东西肯定能被人看见的。</td>\n",
       "      <td>0.714026</td>\n",
       "      <td>3892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4415</th>\n",
       "      <td>希望啊鹤儿们要理智，在看剧的时候不要老是刷千玺，那样会给千玺招黑的，咱们乖乖看剧，认真评价，...</td>\n",
       "      <td>0.790711</td>\n",
       "      <td>3322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2991</th>\n",
       "      <td>各位“长安小主”：\\n    为给大家详解剧中遇到的历史知识点，我们特意请来陕西师范大学历史...</td>\n",
       "      <td>0.723197</td>\n",
       "      <td>2594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20645</th>\n",
       "      <td>剧情非常烧脑，紧凑不拖拉，电影般的质感，视觉效果很舒服，张小敬和少年李必形象鲜明深刻，期待两...</td>\n",
       "      <td>0.914036</td>\n",
       "      <td>2205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14467</th>\n",
       "      <td>期待已久的剧终于播出了，谢谢剧组工作人员的全体付出，原音好评！制作精良，疯狂的为主创演员们打...</td>\n",
       "      <td>0.931328</td>\n",
       "      <td>1744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>好剧不怕晚，谢谢优酷没让我们白等！我千的剧支持起来！祝长安十二时辰大火！</td>\n",
       "      <td>0.972783</td>\n",
       "      <td>1727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20058</th>\n",
       "      <td>摄影师的长镜头真的是超级棒了，而且滤镜也很舒服，很少有这么舒服的滤镜了，感觉是个大制作，演员...</td>\n",
       "      <td>0.993490</td>\n",
       "      <td>1615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12569</th>\n",
       "      <td>什么时候开播的呀，一直考试，今天才看到，猝不及防的落泪，真的期待很久了[惊哭]</td>\n",
       "      <td>0.786992</td>\n",
       "      <td>1391</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 content   bd_sent  upCount\n",
       "6629   真的太感谢官方了，还没有官宣就放了，给了千纸鹤一个大大的福利啊，6.27的小北没有，但是给了...  0.802730     7353\n",
       "2928   关于唐代的治安：\\n    靖安司是虚构的机构，唐代长安的治安机构按照保卫地点的不同有不同的...  0.957280     4953\n",
       "12892                 虽然没有宣传但是也没关系，酒香不怕巷子深，好的东西肯定能被人看见的。  0.714026     3892\n",
       "4415   希望啊鹤儿们要理智，在看剧的时候不要老是刷千玺，那样会给千玺招黑的，咱们乖乖看剧，认真评价，...  0.790711     3322\n",
       "2991   各位“长安小主”：\\n    为给大家详解剧中遇到的历史知识点，我们特意请来陕西师范大学历史...  0.723197     2594\n",
       "20645  剧情非常烧脑，紧凑不拖拉，电影般的质感，视觉效果很舒服，张小敬和少年李必形象鲜明深刻，期待两...  0.914036     2205\n",
       "14467  期待已久的剧终于播出了，谢谢剧组工作人员的全体付出，原音好评！制作精良，疯狂的为主创演员们打...  0.931328     1744\n",
       "6558                好剧不怕晚，谢谢优酷没让我们白等！我千的剧支持起来！祝长安十二时辰大火！  0.972783     1727\n",
       "20058  摄影师的长镜头真的是超级棒了，而且滤镜也很舒服，很少有这么舒服的滤镜了，感觉是个大制作，演员...  0.993490     1615\n",
       "12569            什么时候开播的呀，一直考试，今天才看到，猝不及防的落泪，真的期待很久了[惊哭]  0.786992     1391"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data['bd_sent'] > 0.7, ['content', 'bd_sent', 'upCount']].sort_values(by='upCount', ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "id": "DC2E28886FC94E6386C082A2B6C385CC",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import jieba\n",
    "from collections import Counter\n",
    "from pyecharts import WordCloud\n",
    "\n",
    "jieba.add_word('服道化')\n",
    "jieba.add_word('良心剧')\n",
    "jieba.add_word('易烊千玺')\n",
    "jieba.add_word('雷佳音')\n",
    "jieba.add_word('千玺')\n",
    "jieba.add_word('质感')\n",
    "jieba.add_word('长安十二时辰')\n",
    "jieba.add_word('四字弟弟')\n",
    "\n",
    "swords = [x.strip() for x in open ('/home/kesci/input/Changan6837/stopwords.txt')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "id": "764FCC50ACC648C18F0285586590BAF7",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def plot_word_cloud(data, swords):\n",
    "    text = ''.join(data)\n",
    "    words = list(jieba.cut(text))\n",
    "    ex_sw_words = []\n",
    "    for word in words:\n",
    "        if len(word)>1 and (word not in swords):\n",
    "            ex_sw_words.append(word)\n",
    "    c = Counter()\n",
    "    c = Counter(ex_sw_words)\n",
    "    wc_data = pd.DataFrame({'word':list(c.keys()), 'counts':list(c.values())}).sort_values(by='counts', ascending=False).head(100)\n",
    "    wordcloud = WordCloud(width=1300, height=620)\n",
    "    wordcloud.add(\"\", wc_data['word'], wc_data['counts'], word_size_range=[20, 100])\n",
    "    return wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "id": "E476712B67644A40AEBCBF193D794C92",
    "scrolled": false
   },
   "outputs": [
    {
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       "    <div id=\"5ba00bb7287045ad856d73d2aeb3d867\" style=\"width:1300px;height:620px;\"></div>\n",
       "\n",
       "\n",
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       "    require(['echarts', 'wordcloud'], function(echarts) {\n",
       "        \n",
       "var myChart_5ba00bb7287045ad856d73d2aeb3d867 = echarts.init(document.getElementById('5ba00bb7287045ad856d73d2aeb3d867'), 'light', {renderer: 'canvas'});\n",
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       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
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   "metadata": {
    "id": "57FB77172D5247038363E0CC88C9C63A",
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   "source": [
    "#### 2.3 为什么有些观众不喜欢这部剧（台词、叙事、细节）？"
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   "execution_count": 81,
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       "      <th>4474</th>\n",
       "      <td>0.195073</td>\n",
       "      <td>昆仑奴是陈建斌给配的么？？皇上你不是应该在陪嬛嬛么</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6290</th>\n",
       "      <td>0.076694</td>\n",
       "      <td>我看不懂这电视剧。[勉强]没文化好可怕！</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25834</th>\n",
       "      <td>0.295053</td>\n",
       "      <td>秦器感觉特别欠打</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31626</th>\n",
       "      <td>0.080976</td>\n",
       "      <td>这个剧非常好看，就是编剧有很多地方不合理，绑架的时候手都够得着嘴了，无语，还有通传杀徐斌那段...</td>\n",
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       "    <tr>\n",
       "      <th>11741</th>\n",
       "      <td>0.090634</td>\n",
       "      <td>太突然了，有点没缓过来？</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      "text/plain": [
       "        bd_sent                                            content\n",
       "4474   0.195073                          昆仑奴是陈建斌给配的么？？皇上你不是应该在陪嬛嬛么\n",
       "6290   0.076694                               我看不懂这电视剧。[勉强]没文化好可怕！\n",
       "25834  0.295053                                         秦器感觉特别欠打  \n",
       "31626  0.080976  这个剧非常好看，就是编剧有很多地方不合理，绑架的时候手都够得着嘴了，无语，还有通传杀徐斌那段...\n",
       "11741  0.090634                                       太突然了，有点没缓过来？"
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     "metadata": {},
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    "data.loc[data['bd_sent']<0.3, ['bd_sent', 'content']].sample(5)"
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   "execution_count": 82,
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   "source": [
    "jieba.add_word('烧脑')"
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   "execution_count": 83,
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       "      <th>29301</th>\n",
       "      <td>0.103478</td>\n",
       "      <td>衣服太美了[花心][花心]话说 有组团偷衣服的没[勉强][勉强]</td>\n",
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       "      <th>20453</th>\n",
       "      <td>0.034718</td>\n",
       "      <td>我真的很想看懂，可是智商跟不上啊，撤了姐们儿[勉强][勉强][勉强]</td>\n",
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       "      <th>5425</th>\n",
       "      <td>0.101581</td>\n",
       "      <td>看来又要为大佬充会员了[勉强][勉强]</td>\n",
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       "      <td>0.246930</td>\n",
       "      <td>[勉强]文言文看不明白</td>\n",
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       "        bd_sent                             content\n",
       "29301  0.103478    衣服太美了[花心][花心]话说 有组团偷衣服的没[勉强][勉强]\n",
       "17738  0.076010                       什么情况啊[勉强][勉强]\n",
       "20453  0.034718  我真的很想看懂，可是智商跟不上啊，撤了姐们儿[勉强][勉强][勉强]\n",
       "5425   0.101581                 看来又要为大佬充会员了[勉强][勉强]\n",
       "21362  0.246930                         [勉强]文言文看不明白"
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     "execution_count": 87,
     "metadata": {},
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   "source": [
    "data.loc[(data['bd_sent']<0.3)&(data['content'].str.contains('勉强')), ['bd_sent', 'content']].sample(5)"
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       "      <th>32339</th>\n",
       "      <td>0.068424</td>\n",
       "      <td>原来不是显示25集嘛，怎么煮水到48了</td>\n",
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       "      <th>14106</th>\n",
       "      <td>0.278151</td>\n",
       "      <td>什么时候出的亚连热搜都没有，千玺也没宣传</td>\n",
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       "    <tr>\n",
       "      <th>30581</th>\n",
       "      <td>0.245948</td>\n",
       "      <td>我怎么发现总集篇变多了，我又幻觉了吗</td>\n",
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       "    <tr>\n",
       "      <th>27045</th>\n",
       "      <td>0.028253</td>\n",
       "      <td>我堂堂的不良帅张小敬，在极挑里竟然被几个鳖孙整得爹妈都不认识[勉强][勉强][勉强][勉强]</td>\n",
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       "    <tr>\n",
       "      <th>21148</th>\n",
       "      <td>0.246471</td>\n",
       "      <td>后悔当初没好好学文言文了</td>\n",
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       "        bd_sent                                         content\n",
       "32339  0.068424                             原来不是显示25集嘛，怎么煮水到48了\n",
       "14106  0.278151                            什么时候出的亚连热搜都没有，千玺也没宣传\n",
       "30581  0.245948                              我怎么发现总集篇变多了，我又幻觉了吗\n",
       "27045  0.028253  我堂堂的不良帅张小敬，在极挑里竟然被几个鳖孙整得爹妈都不认识[勉强][勉强][勉强][勉强]\n",
       "21148  0.246471                                    后悔当初没好好学文言文了"
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   "source": [
    "data['bj_time'] = pd.to_datetime(data['bj_time'])"
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   "execution_count": 163,
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     "data": {
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       "2019-06-27    12980\n",
       "2019-06-28     4358\n",
       "2019-07-04     2969\n",
       "2019-06-29     2587\n",
       "2019-07-05     2170\n",
       "2019-06-30     1724\n",
       "2019-07-06     1713\n",
       "2019-07-01     1505\n",
       "2019-07-02     1383\n",
       "2019-07-03     1322\n",
       "2019-07-07      192\n",
       "Name: bj_time, dtype: int64"
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    "#### 2.4大家对于雷佳音和易烊千玺在戏中的评价如何？"
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   "source": [
    "data['ljy'] = data['content'].str.contains('雷佳音|大头|张小敬')\n",
    "data['yyqx'] = data['content'].str.contains('千玺|四字|李必')"
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     "execution_count": 187,
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 188,
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    "id": "251A272E25A042E48DFCDE0DB204C979",
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      "text/plain": [
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     },
     "execution_count": 189,
     "metadata": {},
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    }
   ],
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    "plot_word_cloud(data.loc[data['ljy'], 'content'], swords)"
   ]
  },
  {
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   "execution_count": 194,
   "metadata": {
    "id": "6C1B63F1AD4F4F09B1AAC2F7627FC47D",
    "scrolled": false
   },
   "outputs": [
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      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x7ffadd5a9e48>"
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     },
     "execution_count": 190,
     "metadata": {},
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    }
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    "plot_word_cloud(data.loc[data['yyqx'], 'content'], swords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "id": "B1BED16ECD67469F9D820DF65C7FB376",
    "scrolled": false
   },
   "outputs": [
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   "source": [
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    {
     "data": {
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       "      <th>27721</th>\n",
       "      <td>啊啊啊我看不来古装剧…… 但是又想看千玺 我真的哎</td>\n",
       "      <td>0.236483</td>\n",
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       "      <th>21770</th>\n",
       "      <td>为何李必束发玉冠的簪子是前后走向，而不是左右走向的？</td>\n",
       "      <td>0.187549</td>\n",
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       "      <td>易烊千玺的演技与老戏骨肯定存在差距，但在他这个年纪，已经算很好了。</td>\n",
       "      <td>0.219752</td>\n",
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       "      <th>10064</th>\n",
       "      <td>这易烊千玺说话怎么不看字幕听不清楚呢。</td>\n",
       "      <td>0.262272</td>\n",
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       "                                 content   bd_sent\n",
       "27721          啊啊啊我看不来古装剧…… 但是又想看千玺 我真的哎  0.236483\n",
       "3118        千玺加油，主要是编剧不咋地，有仿琅琊榜的痕迹，但仿不来啊  0.055295\n",
       "21770         为何李必束发玉冠的簪子是前后走向，而不是左右走向的？  0.187549\n",
       "30031  易烊千玺的演技与老戏骨肯定存在差距，但在他这个年纪，已经算很好了。  0.219752\n",
       "10064                这易烊千玺说话怎么不看字幕听不清楚呢。  0.262272"
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       "episode\n",
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       "Name: bd_sent, dtype: float64"
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    "data['date'] = data['bj_time'].dt.date"
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     "data": {
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       "date\n",
       "2019-06-27    0.586568\n",
       "2019-06-28    0.614234\n",
       "2019-06-29    0.594944\n",
       "2019-06-30    0.573950\n",
       "2019-07-01    0.546272\n",
       "2019-07-02    0.565285\n",
       "2019-07-03    0.570292\n",
       "2019-07-04    0.512705\n",
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       "2019-07-06    0.518768\n",
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